Dataset statistics
| Number of variables | 24 |
|---|---|
| Number of observations | 12070 |
| Missing cells | 184 |
| Missing cells (%) | 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 2.3 MiB |
| Average record size in memory | 200.0 B |
Variable types
| Text | 1 |
|---|---|
| Numeric | 18 |
| Boolean | 4 |
| Categorical | 1 |
remaining_term is highly overall correlated with churn | High correlation |
number_vmail_messages is highly overall correlated with voice_mail_plan | High correlation |
total_day_minutes is highly overall correlated with total_day_charge | High correlation |
total_day_charge is highly overall correlated with total_day_minutes | High correlation |
total_eve_minutes is highly overall correlated with total_eve_charge | High correlation |
total_eve_charge is highly overall correlated with total_eve_minutes | High correlation |
total_night_minutes is highly overall correlated with total_night_charge | High correlation |
total_night_charge is highly overall correlated with total_night_minutes | High correlation |
total_intl_minutes is highly overall correlated with total_intl_charge | High correlation |
total_intl_charge is highly overall correlated with total_intl_minutes | High correlation |
voice_mail_plan is highly overall correlated with number_vmail_messages | High correlation |
churn is highly overall correlated with remaining_term | High correlation |
promotions_offered is highly imbalanced (67.2%) | Imbalance |
international_plan is highly imbalanced (55.6%) | Imbalance |
total_day_minutes has unique values | Unique |
total_day_charge has unique values | Unique |
total_eve_charge has unique values | Unique |
total_night_minutes has unique values | Unique |
total_night_charge has unique values | Unique |
total_intl_minutes has unique values | Unique |
total_intl_charge has unique values | Unique |
number_vmail_messages has 1731 (14.3%) zeros | Zeros |
number_customer_service_calls has 2534 (21.0%) zeros | Zeros |
Reproduction
| Analysis started | 2023-09-04 13:47:27.078165 |
|---|---|
| Analysis finished | 2023-09-04 13:48:19.794362 |
| Duration | 52.72 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
state_code
Text
| Distinct | 51 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 188.6 KiB |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 24140 |
|---|---|
| Distinct characters | 24 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | TN |
|---|---|
| 2nd row | DE |
| 3rd row | AZ |
| 4th row | KY |
| 5th row | HI |
| Value | Count | Frequency (%) |
| wv | 398 | 3.3% |
| id | 323 | 2.7% |
| mn | 293 | 2.4% |
| or | 293 | 2.4% |
| ut | 288 | 2.4% |
| ny | 281 | 2.3% |
| tx | 277 | 2.3% |
| al | 275 | 2.3% |
| va | 272 | 2.3% |
| mt | 267 | 2.2% |
| Other values (41) | 9103 |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 2664 | 11.0% |
| A | 2491 | 10.3% |
| M | 2216 | 9.2% |
| I | 1891 | 7.8% |
| T | 1555 | 6.4% |
| D | 1390 | 5.8% |
| C | 1291 | 5.3% |
| O | 1205 | 5.0% |
| V | 1162 | 4.8% |
| W | 1145 | 4.7% |
| Other values (14) | 7130 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 24140 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 2664 | 11.0% |
| A | 2491 | 10.3% |
| M | 2216 | 9.2% |
| I | 1891 | 7.8% |
| T | 1555 | 6.4% |
| D | 1390 | 5.8% |
| C | 1291 | 5.3% |
| O | 1205 | 5.0% |
| V | 1162 | 4.8% |
| W | 1145 | 4.7% |
| Other values (14) | 7130 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 24140 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| N | 2664 | 11.0% |
| A | 2491 | 10.3% |
| M | 2216 | 9.2% |
| I | 1891 | 7.8% |
| T | 1555 | 6.4% |
| D | 1390 | 5.8% |
| C | 1291 | 5.3% |
| O | 1205 | 5.0% |
| V | 1162 | 4.8% |
| W | 1145 | 4.7% |
| Other values (14) | 7130 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 24140 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| N | 2664 | 11.0% |
| A | 2491 | 10.3% |
| M | 2216 | 9.2% |
| I | 1891 | 7.8% |
| T | 1555 | 6.4% |
| D | 1390 | 5.8% |
| C | 1291 | 5.3% |
| O | 1205 | 5.0% |
| V | 1162 | 4.8% |
| W | 1145 | 4.7% |
| Other values (14) | 7130 |
tenure
Real number (ℝ)
| Distinct | 230 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 100.31077 |
| Minimum | 1 |
|---|---|
| Maximum | 238 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 188.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 35 |
| Q1 | 73 |
| median | 100 |
| Q3 | 127 |
| 95-th percentile | 168 |
| Maximum | 238 |
| Range | 237 |
| Interquartile range (IQR) | 54 |
Descriptive statistics
| Standard deviation | 39.742023 |
|---|---|
| Coefficient of variation (CV) | 0.39618899 |
| Kurtosis | -0.1587008 |
| Mean | 100.31077 |
| Median Absolute Deviation (MAD) | 27 |
| Skewness | 0.10236269 |
| Sum | 1210751 |
| Variance | 1579.4284 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 96 | 145 | 1.2% |
| 102 | 145 | 1.2% |
| 117 | 135 | 1.1% |
| 105 | 134 | 1.1% |
| 93 | 131 | 1.1% |
| 97 | 129 | 1.1% |
| 101 | 129 | 1.1% |
| 113 | 128 | 1.1% |
| 109 | 125 | 1.0% |
| 110 | 125 | 1.0% |
| Other values (220) | 10744 |
| Value | Count | Frequency (%) |
| 1 | 2 | < 0.1% |
| 2 | 11 | |
| 3 | 11 | |
| 4 | 14 | |
| 5 | 10 | |
| 6 | 12 | |
| 7 | 8 | |
| 8 | 14 | |
| 9 | 11 | |
| 10 | 10 |
| Value | Count | Frequency (%) |
| 238 | 1 | < 0.1% |
| 237 | 1 | < 0.1% |
| 232 | 2 | |
| 230 | 1 | < 0.1% |
| 228 | 3 | |
| 227 | 1 | < 0.1% |
| 225 | 1 | < 0.1% |
| 223 | 1 | < 0.1% |
| 222 | 1 | < 0.1% |
| 221 | 1 | < 0.1% |
contract_length
Real number (ℝ)
| Distinct | 17 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 29 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.92484 |
| Minimum | 8 |
|---|---|
| Maximum | 24 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 188.6 KiB |
Quantile statistics
| Minimum | 8 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 12 |
| median | 16 |
| Q3 | 20 |
| 95-th percentile | 24 |
| Maximum | 24 |
| Range | 16 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 4.904918 |
|---|---|
| Coefficient of variation (CV) | 0.30800422 |
| Kurtosis | -1.2067236 |
| Mean | 15.92484 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 0.015308932 |
| Sum | 191751 |
| Variance | 24.058221 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 17 | 740 | 6.1% |
| 8 | 736 | 6.1% |
| 9 | 732 | 6.1% |
| 13 | 729 | 6.0% |
| 16 | 725 | 6.0% |
| 11 | 723 | 6.0% |
| 10 | 717 | 5.9% |
| 20 | 714 | 5.9% |
| 24 | 705 | 5.8% |
| 15 | 702 | 5.8% |
| Other values (7) | 4818 |
| Value | Count | Frequency (%) |
| 8 | 736 | |
| 9 | 732 | |
| 10 | 717 | |
| 11 | 723 | |
| 12 | 701 | |
| 13 | 729 | |
| 14 | 669 | |
| 15 | 702 | |
| 16 | 725 | |
| 17 | 740 |
| Value | Count | Frequency (%) |
| 24 | 705 | |
| 23 | 676 | |
| 22 | 699 | |
| 21 | 686 | |
| 20 | 714 | |
| 19 | 689 | |
| 18 | 698 | |
| 17 | 740 | |
| 16 | 725 | |
| 15 | 702 |
promotions_offered
Boolean
IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 29 |
| Missing (%) | 0.2% |
| Memory size | 117.9 KiB |
| False | |
|---|---|
| True | 723 |
| (Missing) | 29 |
| Value | Count | Frequency (%) |
| False | 11318 | |
| True | 723 | 6.0% |
| (Missing) | 29 | 0.2% |
remaining_term
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 24 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 29 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.137115 |
| Minimum | 1 |
|---|---|
| Maximum | 24 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 188.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 5 |
| median | 10 |
| Q3 | 17 |
| 95-th percentile | 23 |
| Maximum | 24 |
| Range | 23 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 7.2122118 |
|---|---|
| Coefficient of variation (CV) | 0.6475835 |
| Kurtosis | -1.2570163 |
| Mean | 11.137115 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.24481472 |
| Sum | 134102 |
| Variance | 52.015999 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 822 | 6.8% |
| 3 | 770 | 6.4% |
| 1 | 737 | 6.1% |
| 7 | 656 | 5.4% |
| 4 | 640 | 5.3% |
| 5 | 609 | 5.0% |
| 6 | 589 | 4.9% |
| 21 | 460 | 3.8% |
| 17 | 451 | 3.7% |
| 15 | 448 | 3.7% |
| Other values (14) | 5859 |
| Value | Count | Frequency (%) |
| 1 | 737 | |
| 2 | 822 | |
| 3 | 770 | |
| 4 | 640 | |
| 5 | 609 | |
| 6 | 589 | |
| 7 | 656 | |
| 8 | 432 | |
| 9 | 438 | |
| 10 | 438 |
| Value | Count | Frequency (%) |
| 24 | 440 | |
| 23 | 434 | |
| 22 | 402 | |
| 21 | 460 | |
| 20 | 446 | |
| 19 | 420 | |
| 18 | 402 | |
| 17 | 451 | |
| 16 | 369 | |
| 15 | 448 |
last_nps_rating
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 29 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.1028154 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 188.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 7 |
| Q3 | 8 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.7237225 |
|---|---|
| Coefficient of variation (CV) | 0.44630589 |
| Kurtosis | -0.9782282 |
| Mean | 6.1028154 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.39179404 |
| Sum | 73484 |
| Variance | 7.418664 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6 | 1778 | |
| 9 | 1685 | |
| 7 | 1664 | |
| 8 | 1608 | |
| 10 | 1103 | |
| 2 | 930 | |
| 4 | 918 | |
| 3 | 889 | |
| 1 | 855 | |
| 5 | 611 | 5.1% |
| (Missing) | 29 | 0.2% |
| Value | Count | Frequency (%) |
| 1 | 855 | |
| 2 | 930 | |
| 3 | 889 | |
| 4 | 918 | |
| 5 | 611 | 5.1% |
| 6 | 1778 | |
| 7 | 1664 | |
| 8 | 1608 | |
| 9 | 1685 | |
| 10 | 1103 |
| Value | Count | Frequency (%) |
| 10 | 1103 | |
| 9 | 1685 | |
| 8 | 1608 | |
| 7 | 1664 | |
| 6 | 1778 | |
| 5 | 611 | 5.1% |
| 4 | 918 | |
| 3 | 889 | |
| 2 | 930 | |
| 1 | 855 |
area_code
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 7 |
| Missing (%) | 0.1% |
| Memory size | 188.6 KiB |
| area_code_415 | |
|---|---|
| area_code_510 | |
| area_code_408 |
Length
| Max length | 13 |
|---|---|
| Median length | 13 |
| Mean length | 13 |
| Min length | 13 |
Characters and Unicode
| Total characters | 156819 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | area_code_510 |
|---|---|
| 2nd row | area_code_510 |
| 3rd row | area_code_415 |
| 4th row | area_code_408 |
| 5th row | area_code_510 |
Common Values
| Value | Count | Frequency (%) |
| area_code_415 | 6049 | |
| area_code_510 | 3035 | |
| area_code_408 | 2979 | |
| (Missing) | 7 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| area_code_415 | 6049 | |
| area_code_510 | 3035 | |
| area_code_408 | 2979 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 24126 | |
| e | 24126 | |
| _ | 24126 | |
| r | 12063 | |
| c | 12063 | |
| o | 12063 | |
| d | 12063 | |
| 1 | 9084 | 5.8% |
| 5 | 9084 | 5.8% |
| 4 | 9028 | 5.8% |
| Other values (2) | 8993 | 5.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 96504 | |
| Decimal Number | 36189 | 23.1% |
| Connector Punctuation | 24126 | 15.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 24126 | |
| e | 24126 | |
| r | 12063 | |
| c | 12063 | |
| o | 12063 | |
| d | 12063 |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 9084 | |
| 5 | 9084 | |
| 4 | 9028 | |
| 0 | 6014 | |
| 8 | 2979 | 8.2% |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 24126 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 96504 | |
| Common | 60315 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 24126 | |
| e | 24126 | |
| r | 12063 | |
| c | 12063 | |
| o | 12063 | |
| d | 12063 |
Common
| Value | Count | Frequency (%) |
| _ | 24126 | |
| 1 | 9084 | 15.1% |
| 5 | 9084 | 15.1% |
| 4 | 9028 | 15.0% |
| 0 | 6014 | 10.0% |
| 8 | 2979 | 4.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 156819 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 24126 | |
| e | 24126 | |
| _ | 24126 | |
| r | 12063 | |
| c | 12063 | |
| o | 12063 | |
| d | 12063 | |
| 1 | 9084 | 5.8% |
| 5 | 9084 | 5.8% |
| 4 | 9028 | 5.8% |
| Other values (2) | 8993 | 5.7% |
international_plan
Boolean
IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 106.1 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 10957 | |
| True | 1113 | 9.2% |
voice_mail_plan
Boolean
HIGH CORRELATION 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 20 |
| Missing (%) | 0.2% |
| Memory size | 117.9 KiB |
| False | |
|---|---|
| True | |
| (Missing) | 20 |
| Value | Count | Frequency (%) |
| False | 8887 | |
| True | 3163 | 26.2% |
| (Missing) | 20 | 0.2% |
number_vmail_messages
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 50 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.6386081 |
| Minimum | 0 |
|---|---|
| Maximum | 52 |
| Zeros | 1731 |
| Zeros (%) | 14.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 188.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 16 |
| 95-th percentile | 36 |
| Maximum | 52 |
| Range | 52 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 13.030305 |
|---|---|
| Coefficient of variation (CV) | 1.5083801 |
| Kurtosis | 0.33147233 |
| Mean | 8.6386081 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.3790256 |
| Sum | 104268 |
| Variance | 169.78885 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 3464 | |
| 2 | 3359 | |
| 0 | 1731 | |
| 3 | 349 | 2.9% |
| 30 | 207 | 1.7% |
| 31 | 185 | 1.5% |
| 29 | 180 | 1.5% |
| 28 | 174 | 1.4% |
| 27 | 171 | 1.4% |
| 26 | 139 | 1.2% |
| Other values (40) | 2111 |
| Value | Count | Frequency (%) |
| 0 | 1731 | |
| 1 | 3464 | |
| 2 | 3359 | |
| 3 | 349 | 2.9% |
| 6 | 4 | < 0.1% |
| 8 | 5 | < 0.1% |
| 9 | 4 | < 0.1% |
| 10 | 8 | 0.1% |
| 11 | 12 | 0.1% |
| 12 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 52 | 4 | < 0.1% |
| 51 | 2 | < 0.1% |
| 50 | 5 | < 0.1% |
| 49 | 10 | 0.1% |
| 48 | 8 | 0.1% |
| 47 | 14 | 0.1% |
| 46 | 17 | |
| 45 | 18 | |
| 44 | 42 | |
| 43 | 38 |
total_day_minutes
Real number (ℝ)
HIGH CORRELATION  UNIQUE 
| Distinct | 12070 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 179.82137 |
| Minimum | 1.3839017 |
|---|---|
| Maximum | 351.09182 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 188.6 KiB |
Quantile statistics
| Minimum | 1.3839017 |
|---|---|
| 5-th percentile | 89.74897 |
| Q1 | 142.62117 |
| median | 179.70508 |
| Q3 | 217.02436 |
| 95-th percentile | 271.25486 |
| Maximum | 351.09182 |
| Range | 349.70792 |
| Interquartile range (IQR) | 74.403187 |
Descriptive statistics
| Standard deviation | 54.694309 |
|---|---|
| Coefficient of variation (CV) | 0.30415912 |
| Kurtosis | -0.044252426 |
| Mean | 179.82137 |
| Median Absolute Deviation (MAD) | 37.186918 |
| Skewness | 0.021166821 |
| Sum | 2170443.9 |
| Variance | 2991.4675 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 117.2649102 | 1 | < 0.1% |
| 123.4344043 | 1 | < 0.1% |
| 166.2388228 | 1 | < 0.1% |
| 244.2079738 | 1 | < 0.1% |
| 145.2743933 | 1 | < 0.1% |
| 171.267347 | 1 | < 0.1% |
| 209.7171232 | 1 | < 0.1% |
| 73.54513394 | 1 | < 0.1% |
| 215.0982239 | 1 | < 0.1% |
| 97.1380356 | 1 | < 0.1% |
| Other values (12060) | 12060 |
| Value | Count | Frequency (%) |
| 1.383901705 | 1 | |
| 2.253772021 | 1 | |
| 3.276387559 | 1 | |
| 5.274037576 | 1 | |
| 5.684070477 | 1 | |
| 5.900453333 | 1 | |
| 6.681255122 | 1 | |
| 8.729202756 | 1 | |
| 9.059645578 | 1 | |
| 10.29086229 | 1 |
| Value | Count | Frequency (%) |
| 351.0918227 | 1 | |
| 350.7728884 | 1 | |
| 348.1106457 | 1 | |
| 347.5604267 | 1 | |
| 347.1849395 | 1 | |
| 346.3442503 | 1 | |
| 345.3269043 | 1 | |
| 344.7302571 | 1 | |
| 344.1290277 | 1 | |
| 343.0510698 | 1 |
total_day_calls
Real number (ℝ)
| Distinct | 138 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 100.06437 |
| Minimum | 1 |
|---|---|
| Maximum | 165 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 188.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 67 |
| Q1 | 87 |
| median | 100 |
| Q3 | 113 |
| 95-th percentile | 133 |
| Maximum | 165 |
| Range | 164 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 20.137844 |
|---|---|
| Coefficient of variation (CV) | 0.20124889 |
| Kurtosis | 0.14995377 |
| Mean | 100.06437 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.081698159 |
| Sum | 1207777 |
| Variance | 405.53277 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 101 | 282 | 2.3% |
| 106 | 273 | 2.3% |
| 99 | 269 | 2.2% |
| 105 | 268 | 2.2% |
| 102 | 260 | 2.2% |
| 103 | 258 | 2.1% |
| 92 | 254 | 2.1% |
| 100 | 251 | 2.1% |
| 96 | 246 | 2.0% |
| 107 | 246 | 2.0% |
| Other values (128) | 9463 |
| Value | Count | Frequency (%) |
| 1 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 28 | 1 | < 0.1% |
| 34 | 2 | |
| 35 | 2 | |
| 36 | 1 | < 0.1% |
| 37 | 3 |
| Value | Count | Frequency (%) |
| 165 | 2 | < 0.1% |
| 164 | 2 | < 0.1% |
| 163 | 3 | |
| 162 | 5 | |
| 161 | 4 | |
| 160 | 1 | < 0.1% |
| 159 | 1 | < 0.1% |
| 158 | 3 | |
| 157 | 1 | < 0.1% |
| 156 | 6 |
total_day_charge
Real number (ℝ)
HIGH CORRELATION  UNIQUE 
| Distinct | 12070 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.574659 |
| Minimum | 0.11960265 |
|---|---|
| Maximum | 59.727092 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 188.6 KiB |
Quantile statistics
| Minimum | 0.11960265 |
|---|---|
| 5-th percentile | 15.315147 |
| Q1 | 24.323777 |
| median | 30.517433 |
| Q3 | 36.834662 |
| 95-th percentile | 46.233877 |
| Maximum | 59.727092 |
| Range | 59.60749 |
| Interquartile range (IQR) | 12.510885 |
Descriptive statistics
| Standard deviation | 9.3011677 |
|---|---|
| Coefficient of variation (CV) | 0.30421166 |
| Kurtosis | -0.037926791 |
| Mean | 30.574659 |
| Median Absolute Deviation (MAD) | 6.2642704 |
| Skewness | 0.019023804 |
| Sum | 369036.13 |
| Variance | 86.51172 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 20.26514717 | 1 | < 0.1% |
| 23.31548417 | 1 | < 0.1% |
| 26.97607021 | 1 | < 0.1% |
| 40.43196168 | 1 | < 0.1% |
| 24.75346032 | 1 | < 0.1% |
| 28.73117049 | 1 | < 0.1% |
| 35.41486318 | 1 | < 0.1% |
| 12.30274778 | 1 | < 0.1% |
| 37.48230428 | 1 | < 0.1% |
| 17.10542875 | 1 | < 0.1% |
| Other values (12060) | 12060 |
| Value | Count | Frequency (%) |
| 0.11960265 | 1 | |
| 0.199583532 | 1 | |
| 0.394549988 | 1 | |
| 0.420358932 | 1 | |
| 0.633176091 | 1 | |
| 0.701549148 | 1 | |
| 1.16159554 | 1 | |
| 1.16639652 | 1 | |
| 1.347704568 | 1 | |
| 1.359332465 | 1 |
| Value | Count | Frequency (%) |
| 59.72709248 | 1 | |
| 59.61329115 | 1 | |
| 59.5047015 | 1 | |
| 59.49638423 | 1 | |
| 59.27803871 | 1 | |
| 59.1434571 | 1 | |
| 59.13948553 | 1 | |
| 58.64323971 | 1 | |
| 58.60394924 | 1 | |
| 58.45380136 | 1 |
total_eve_minutes
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 12058 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 12 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 200.2883 |
| Minimum | 7.6054892 |
|---|---|
| Maximum | 357.73943 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 188.6 KiB |
Quantile statistics
| Minimum | 7.6054892 |
|---|---|
| 5-th percentile | 116.37218 |
| Q1 | 166.71923 |
| median | 200.74681 |
| Q3 | 233.94315 |
| 95-th percentile | 283.49604 |
| Maximum | 357.73943 |
| Range | 350.13394 |
| Interquartile range (IQR) | 67.223925 |
Descriptive statistics
| Standard deviation | 50.899001 |
|---|---|
| Coefficient of variation (CV) | 0.25412868 |
| Kurtosis | 0.034319772 |
| Mean | 200.2883 |
| Median Absolute Deviation (MAD) | 33.653665 |
| Skewness | -0.034996402 |
| Sum | 2415076.4 |
| Variance | 2590.7083 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 226.3256044 | 1 | < 0.1% |
| 209.4960581 | 1 | < 0.1% |
| 188.0054205 | 1 | < 0.1% |
| 311.5940276 | 1 | < 0.1% |
| 167.8863048 | 1 | < 0.1% |
| 285.6272746 | 1 | < 0.1% |
| 215.5572808 | 1 | < 0.1% |
| 93.89228975 | 1 | < 0.1% |
| 171.3260714 | 1 | < 0.1% |
| 116.9034619 | 1 | < 0.1% |
| Other values (12048) | 12048 | |
| (Missing) | 12 | 0.1% |
| Value | Count | Frequency (%) |
| 7.605489225 | 1 | |
| 13.87460294 | 1 | |
| 29.7904916 | 1 | |
| 33.59766632 | 1 | |
| 37.57979758 | 1 | |
| 37.67775095 | 1 | |
| 37.96739213 | 1 | |
| 38.61739428 | 1 | |
| 38.74471285 | 1 | |
| 39.06182054 | 1 |
| Value | Count | Frequency (%) |
| 357.7394287 | 1 | |
| 357.1613524 | 1 | |
| 356.845887 | 1 | |
| 356.5855219 | 1 | |
| 356.0424462 | 1 | |
| 355.9443647 | 1 | |
| 355.882914 | 1 | |
| 355.1030965 | 1 | |
| 354.8768408 | 1 | |
| 354.163619 | 1 |
total_eve_calls
Real number (ℝ)
| Distinct | 130 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 100.41698 |
| Minimum | 1 |
|---|---|
| Maximum | 169 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 188.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 68 |
| Q1 | 87 |
| median | 101 |
| Q3 | 114 |
| 95-th percentile | 134 |
| Maximum | 169 |
| Range | 168 |
| Interquartile range (IQR) | 27 |
Descriptive statistics
| Standard deviation | 19.898596 |
|---|---|
| Coefficient of variation (CV) | 0.19815967 |
| Kurtosis | 0.030601163 |
| Mean | 100.41698 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | -0.017197949 |
| Sum | 1212033 |
| Variance | 395.95412 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 105 | 259 | 2.1% |
| 104 | 256 | 2.1% |
| 110 | 253 | 2.1% |
| 107 | 252 | 2.1% |
| 87 | 241 | 2.0% |
| 109 | 241 | 2.0% |
| 106 | 240 | 2.0% |
| 108 | 240 | 2.0% |
| 103 | 239 | 2.0% |
| 100 | 239 | 2.0% |
| Other values (120) | 9610 |
| Value | Count | Frequency (%) |
| 1 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| 16 | 2 | < 0.1% |
| 36 | 1 | < 0.1% |
| 37 | 1 | < 0.1% |
| 39 | 1 | < 0.1% |
| 42 | 1 | < 0.1% |
| 43 | 6 | |
| 44 | 4 |
| Value | Count | Frequency (%) |
| 169 | 1 | < 0.1% |
| 165 | 1 | < 0.1% |
| 162 | 2 | < 0.1% |
| 161 | 2 | < 0.1% |
| 160 | 2 | < 0.1% |
| 159 | 4 | |
| 158 | 2 | < 0.1% |
| 157 | 4 | |
| 156 | 6 | |
| 155 | 5 |
total_eve_charge
Real number (ℝ)
HIGH CORRELATION  UNIQUE 
| Distinct | 12070 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.014347 |
| Minimum | 1.0526206 |
|---|---|
| Maximum | 30.474658 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 188.6 KiB |
Quantile statistics
| Minimum | 1.0526206 |
|---|---|
| 5-th percentile | 9.9419076 |
| Q1 | 14.152096 |
| median | 17.049083 |
| Q3 | 19.870764 |
| 95-th percentile | 24.070794 |
| Maximum | 30.474658 |
| Range | 29.422038 |
| Interquartile range (IQR) | 5.7186676 |
Descriptive statistics
| Standard deviation | 4.3198071 |
|---|---|
| Coefficient of variation (CV) | 0.25389204 |
| Kurtosis | 0.019455923 |
| Mean | 17.014347 |
| Median Absolute Deviation (MAD) | 2.8622218 |
| Skewness | -0.033209868 |
| Sum | 205363.16 |
| Variance | 18.660733 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 18.92798711 | 1 | < 0.1% |
| 9.149633085 | 1 | < 0.1% |
| 18.54748163 | 1 | < 0.1% |
| 19.70218451 | 1 | < 0.1% |
| 10.55262594 | 1 | < 0.1% |
| 13.72531646 | 1 | < 0.1% |
| 16.44329767 | 1 | < 0.1% |
| 26.19043321 | 1 | < 0.1% |
| 12.81802111 | 1 | < 0.1% |
| 23.0298188 | 1 | < 0.1% |
| Other values (12060) | 12060 |
| Value | Count | Frequency (%) |
| 1.052620602 | 1 | |
| 1.082034259 | 1 | |
| 1.781883509 | 1 | |
| 2.575885559 | 1 | |
| 3.116535494 | 1 | |
| 3.142057001 | 1 | |
| 3.198248011 | 1 | |
| 3.227988872 | 1 | |
| 3.310988396 | 1 | |
| 3.328986687 | 1 |
| Value | Count | Frequency (%) |
| 30.47465846 | 1 | |
| 30.42237227 | 1 | |
| 30.31675528 | 1 | |
| 30.22450951 | 1 | |
| 30.18550066 | 1 | |
| 30.13484407 | 1 | |
| 30.06371552 | 1 | |
| 30.00957842 | 1 | |
| 29.96673582 | 1 | |
| 29.870605 | 1 |
total_night_minutes
Real number (ℝ)
HIGH CORRELATION  UNIQUE 
| Distinct | 12070 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 199.54625 |
| Minimum | 4.2477068 |
|---|---|
| Maximum | 394.85105 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 188.6 KiB |
Quantile statistics
| Minimum | 4.2477068 |
|---|---|
| 5-th percentile | 116.75517 |
| Q1 | 165.68363 |
| median | 198.63569 |
| Q3 | 234.23699 |
| 95-th percentile | 283.96667 |
| Maximum | 394.85105 |
| Range | 390.60335 |
| Interquartile range (IQR) | 68.553365 |
Descriptive statistics
| Standard deviation | 50.871813 |
|---|---|
| Coefficient of variation (CV) | 0.25493745 |
| Kurtosis | 0.064467625 |
| Mean | 199.54625 |
| Median Absolute Deviation (MAD) | 34.306972 |
| Skewness | 0.020780417 |
| Sum | 2408523.3 |
| Variance | 2587.9413 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 217.0026187 | 1 | < 0.1% |
| 155.2447967 | 1 | < 0.1% |
| 235.3958858 | 1 | < 0.1% |
| 187.5315096 | 1 | < 0.1% |
| 247.2747071 | 1 | < 0.1% |
| 80.59613409 | 1 | < 0.1% |
| 167.5101711 | 1 | < 0.1% |
| 122.6801833 | 1 | < 0.1% |
| 233.1131687 | 1 | < 0.1% |
| 168.1683756 | 1 | < 0.1% |
| Other values (12060) | 12060 |
| Value | Count | Frequency (%) |
| 4.247706833 | 1 | |
| 14.36778219 | 1 | |
| 19.87057585 | 1 | |
| 23.68633147 | 1 | |
| 32.2343525 | 1 | |
| 37.01650076 | 1 | |
| 39.75705461 | 1 | |
| 42.55363244 | 1 | |
| 42.6292883 | 1 | |
| 42.87293722 | 1 |
| Value | Count | Frequency (%) |
| 394.851052 | 1 | |
| 394.5692948 | 1 | |
| 394.319131 | 1 | |
| 393.7473654 | 1 | |
| 392.0817771 | 1 | |
| 389.3467599 | 1 | |
| 385.5243677 | 1 | |
| 385.0642105 | 1 | |
| 379.7519088 | 1 | |
| 379.4195785 | 1 |
total_night_calls
Real number (ℝ)
| Distinct | 136 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 99.791881 |
| Minimum | 1 |
|---|---|
| Maximum | 173 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 188.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 67 |
| Q1 | 86 |
| median | 99 |
| Q3 | 114 |
| 95-th percentile | 131 |
| Maximum | 173 |
| Range | 172 |
| Interquartile range (IQR) | 28 |
Descriptive statistics
| Standard deviation | 20.195931 |
|---|---|
| Coefficient of variation (CV) | 0.20238051 |
| Kurtosis | -0.030889075 |
| Mean | 99.791881 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | 0.024950491 |
| Sum | 1204488 |
| Variance | 407.87565 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 96 | 246 | 2.0% |
| 95 | 242 | 2.0% |
| 91 | 240 | 2.0% |
| 97 | 239 | 2.0% |
| 99 | 238 | 2.0% |
| 90 | 235 | 1.9% |
| 89 | 232 | 1.9% |
| 108 | 231 | 1.9% |
| 88 | 231 | 1.9% |
| 94 | 226 | 1.9% |
| Other values (126) | 9710 |
| Value | Count | Frequency (%) |
| 1 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 33 | 1 | < 0.1% |
| 35 | 1 | < 0.1% |
| 36 | 4 | |
| 37 | 2 | < 0.1% |
| 38 | 2 | < 0.1% |
| 39 | 1 | < 0.1% |
| 40 | 5 | |
| 41 | 3 |
| Value | Count | Frequency (%) |
| 173 | 1 | < 0.1% |
| 169 | 1 | < 0.1% |
| 166 | 2 | < 0.1% |
| 165 | 5 | |
| 164 | 1 | < 0.1% |
| 163 | 1 | < 0.1% |
| 162 | 2 | < 0.1% |
| 161 | 2 | < 0.1% |
| 160 | 1 | < 0.1% |
| 159 | 2 | < 0.1% |
total_night_charge
Real number (ℝ)
HIGH CORRELATION  UNIQUE 
| Distinct | 12070 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.9790099 |
| Minimum | 0.47232007 |
|---|---|
| Maximum | 17.700351 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 188.6 KiB |
Quantile statistics
| Minimum | 0.47232007 |
|---|---|
| 5-th percentile | 5.2344575 |
| Q1 | 7.4462096 |
| median | 8.9529964 |
| Q3 | 10.520554 |
| 95-th percentile | 12.789577 |
| Maximum | 17.700351 |
| Range | 17.228031 |
| Interquartile range (IQR) | 3.0743442 |
Descriptive statistics
| Standard deviation | 2.2852685 |
|---|---|
| Coefficient of variation (CV) | 0.2545123 |
| Kurtosis | 0.05812154 |
| Mean | 8.9790099 |
| Median Absolute Deviation (MAD) | 1.536607 |
| Skewness | 0.014980644 |
| Sum | 108376.65 |
| Variance | 5.2224521 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9.332900446 | 1 | < 0.1% |
| 6.27481455 | 1 | < 0.1% |
| 10.2285772 | 1 | < 0.1% |
| 8.803309674 | 1 | < 0.1% |
| 11.20344381 | 1 | < 0.1% |
| 4.074630795 | 1 | < 0.1% |
| 7.181759213 | 1 | < 0.1% |
| 5.522452897 | 1 | < 0.1% |
| 10.23103917 | 1 | < 0.1% |
| 7.717290516 | 1 | < 0.1% |
| Other values (12060) | 12060 |
| Value | Count | Frequency (%) |
| 0.472320072 | 1 | |
| 0.570488102 | 1 | |
| 1.333742668 | 1 | |
| 1.551844264 | 1 | |
| 1.658313241 | 1 | |
| 1.71601519 | 1 | |
| 1.77919794 | 1 | |
| 1.783760695 | 1 | |
| 1.837943137 | 1 | |
| 1.856596591 | 1 |
| Value | Count | Frequency (%) |
| 17.70035068 | 1 | |
| 17.58045327 | 1 | |
| 17.51801587 | 1 | |
| 17.44488275 | 1 | |
| 17.30818936 | 1 | |
| 17.22973055 | 1 | |
| 17.21201518 | 1 | |
| 17.12088707 | 1 | |
| 17.01766255 | 1 | |
| 16.97833699 | 1 |
total_intl_minutes
Real number (ℝ)
HIGH CORRELATION  UNIQUE 
| Distinct | 12070 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.300118 |
| Minimum | 0.032251626 |
|---|---|
| Maximum | 19.981388 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 188.6 KiB |
Quantile statistics
| Minimum | 0.032251626 |
|---|---|
| 5-th percentile | 5.6426833 |
| Q1 | 8.5294747 |
| median | 10.38298 |
| Q3 | 12.066125 |
| 95-th percentile | 14.7662 |
| Maximum | 19.981388 |
| Range | 19.949136 |
| Interquartile range (IQR) | 3.53665 |
Descriptive statistics
| Standard deviation | 2.8048257 |
|---|---|
| Coefficient of variation (CV) | 0.27231006 |
| Kurtosis | 0.62058194 |
| Mean | 10.300118 |
| Median Absolute Deviation (MAD) | 1.7664048 |
| Skewness | -0.20854323 |
| Sum | 124322.42 |
| Variance | 7.8670471 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8.308312365 | 1 | < 0.1% |
| 9.939059641 | 1 | < 0.1% |
| 10.27365593 | 1 | < 0.1% |
| 6.044009466 | 1 | < 0.1% |
| 6.403711513 | 1 | < 0.1% |
| 13.56040628 | 1 | < 0.1% |
| 7.092965864 | 1 | < 0.1% |
| 9.887069262 | 1 | < 0.1% |
| 14.57449194 | 1 | < 0.1% |
| 8.903608503 | 1 | < 0.1% |
| Other values (12060) | 12060 |
| Value | Count | Frequency (%) |
| 0.032251626 | 1 | |
| 0.032854688 | 1 | |
| 0.04510787 | 1 | |
| 0.04861084 | 1 | |
| 0.057384465 | 1 | |
| 0.074933138 | 1 | |
| 0.097893899 | 1 | |
| 0.099603693 | 1 | |
| 0.101293308 | 1 | |
| 0.11626781 | 1 |
| Value | Count | Frequency (%) |
| 19.98138775 | 1 | |
| 19.97419604 | 1 | |
| 19.97366835 | 1 | |
| 19.93003112 | 1 | |
| 19.78836333 | 1 | |
| 19.75557665 | 1 | |
| 19.75353643 | 1 | |
| 19.74898858 | 1 | |
| 19.72924614 | 1 | |
| 19.51103528 | 1 |
total_intl_calls
Real number (ℝ)
| Distinct | 21 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.9618061 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 35 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 188.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 5 |
| Q3 | 6 |
| 95-th percentile | 10 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.5086047 |
|---|---|
| Coefficient of variation (CV) | 0.50558297 |
| Kurtosis | 2.8480294 |
| Mean | 4.9618061 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.2349803 |
| Sum | 59889 |
| Variance | 6.2930974 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 2223 | |
| 3 | 2134 | |
| 5 | 2043 | |
| 6 | 1483 | |
| 2 | 1158 | |
| 7 | 953 | |
| 8 | 640 | 5.3% |
| 9 | 409 | 3.4% |
| 1 | 360 | 3.0% |
| 10 | 279 | 2.3% |
| Other values (11) | 388 | 3.2% |
| Value | Count | Frequency (%) |
| 0 | 35 | 0.3% |
| 1 | 360 | 3.0% |
| 2 | 1158 | |
| 3 | 2134 | |
| 4 | 2223 | |
| 5 | 2043 | |
| 6 | 1483 | |
| 7 | 953 | |
| 8 | 640 | 5.3% |
| 9 | 409 | 3.4% |
| Value | Count | Frequency (%) |
| 20 | 2 | < 0.1% |
| 19 | 9 | 0.1% |
| 18 | 8 | 0.1% |
| 17 | 10 | 0.1% |
| 16 | 28 | 0.2% |
| 15 | 12 | 0.1% |
| 14 | 31 | 0.3% |
| 13 | 52 | 0.4% |
| 12 | 70 | |
| 11 | 131 |
total_intl_charge
Real number (ℝ)
HIGH CORRELATION  UNIQUE 
| Distinct | 12070 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.7747432 |
| Minimum | 0.013477816 |
|---|---|
| Maximum | 5.3983334 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 188.6 KiB |
Quantile statistics
| Minimum | 0.013477816 |
|---|---|
| 5-th percentile | 1.5280225 |
| Q1 | 2.2997557 |
| median | 2.8121032 |
| Q3 | 3.2568424 |
| 95-th percentile | 3.9358047 |
| Maximum | 5.3983334 |
| Range | 5.3848556 |
| Interquartile range (IQR) | 0.95708677 |
Descriptive statistics
| Standard deviation | 0.75010467 |
|---|---|
| Coefficient of variation (CV) | 0.27033301 |
| Kurtosis | 0.64719842 |
| Mean | 2.7747432 |
| Median Absolute Deviation (MAD) | 0.4778826 |
| Skewness | -0.22691053 |
| Sum | 33491.151 |
| Variance | 0.56265702 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2.20875943 | 1 | < 0.1% |
| 2.540903835 | 1 | < 0.1% |
| 2.810695907 | 1 | < 0.1% |
| 1.834242907 | 1 | < 0.1% |
| 1.765160989 | 1 | < 0.1% |
| 3.531968387 | 1 | < 0.1% |
| 2.066167697 | 1 | < 0.1% |
| 2.651455696 | 1 | < 0.1% |
| 3.55782044 | 1 | < 0.1% |
| 2.403567971 | 1 | < 0.1% |
| Other values (12060) | 12060 |
| Value | Count | Frequency (%) |
| 0.013477816 | 1 | |
| 0.018328444 | 1 | |
| 0.019205875 | 1 | |
| 0.019448916 | 1 | |
| 0.020782396 | 1 | |
| 0.028324033 | 1 | |
| 0.036756377 | 1 | |
| 0.046726288 | 1 | |
| 0.052583999 | 1 | |
| 0.052728383 | 1 |
| Value | Count | Frequency (%) |
| 5.398333389 | 1 | |
| 5.36014793 | 1 | |
| 5.356623683 | 1 | |
| 5.343838124 | 1 | |
| 5.337579587 | 1 | |
| 5.321647452 | 1 | |
| 5.250506757 | 1 | |
| 5.245090236 | 1 | |
| 5.243483508 | 1 | |
| 5.242569384 | 1 |
number_customer_service_calls
Real number (ℝ)
ZEROS 
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.5553438 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 2534 |
| Zeros (%) | 21.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 188.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.3178485 |
|---|---|
| Coefficient of variation (CV) | 0.84730365 |
| Kurtosis | 1.5964357 |
| Mean | 1.5553438 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.0867767 |
| Sum | 18773 |
| Variance | 1.7367247 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 4382 | |
| 2 | 2615 | |
| 0 | 2534 | |
| 3 | 1548 | 12.8% |
| 4 | 627 | 5.2% |
| 5 | 239 | 2.0% |
| 6 | 78 | 0.6% |
| 7 | 36 | 0.3% |
| 9 | 6 | < 0.1% |
| 8 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 2534 | |
| 1 | 4382 | |
| 2 | 2615 | |
| 3 | 1548 | 12.8% |
| 4 | 627 | 5.2% |
| 5 | 239 | 2.0% |
| 6 | 78 | 0.6% |
| 7 | 36 | 0.3% |
| 8 | 5 | < 0.1% |
| 9 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 9 | 6 | < 0.1% |
| 8 | 5 | < 0.1% |
| 7 | 36 | 0.3% |
| 6 | 78 | 0.6% |
| 5 | 239 | 2.0% |
| 4 | 627 | 5.2% |
| 3 | 1548 | 12.8% |
| 2 | 2615 | |
| 1 | 4382 | |
| 0 | 2534 |
churn
Boolean
HIGH CORRELATION 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 29 |
| Missing (%) | 0.2% |
| Memory size | 117.9 KiB |
| False | |
|---|---|
| True | |
| (Missing) | 29 |
| Value | Count | Frequency (%) |
| False | 10314 | |
| True | 1727 | 14.3% |
| (Missing) | 29 | 0.2% |
| tenure | contract_length | remaining_term | last_nps_rating | number_vmail_messages | total_day_minutes | total_day_calls | total_day_charge | total_eve_minutes | total_eve_calls | total_eve_charge | total_night_minutes | total_night_calls | total_night_charge | total_intl_minutes | total_intl_calls | total_intl_charge | number_customer_service_calls | promotions_offered | area_code | international_plan | voice_mail_plan | churn | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| tenure | 1.000 | -0.006 | -0.007 | 0.008 | -0.020 | -0.006 | 0.024 | -0.007 | -0.018 | 0.000 | -0.019 | -0.001 | 0.014 | 0.001 | 0.012 | 0.021 | 0.015 | -0.009 | 0.025 | 0.045 | 0.035 | 0.021 | 0.031 |
| contract_length | -0.006 | 1.000 | 0.012 | -0.018 | -0.006 | 0.005 | -0.001 | 0.003 | 0.009 | -0.000 | 0.010 | 0.005 | -0.014 | 0.003 | -0.006 | -0.018 | -0.009 | 0.008 | 0.018 | 0.012 | 0.019 | 0.000 | 0.000 |
| remaining_term | -0.007 | 0.012 | 1.000 | 0.206 | 0.020 | -0.087 | 0.009 | -0.087 | -0.034 | 0.002 | -0.034 | -0.018 | 0.006 | -0.018 | -0.023 | 0.006 | -0.023 | -0.070 | 0.333 | 0.009 | 0.118 | 0.045 | 0.519 |
| last_nps_rating | 0.008 | -0.018 | 0.206 | 1.000 | 0.019 | -0.071 | 0.002 | -0.069 | -0.050 | 0.024 | -0.049 | -0.019 | -0.003 | -0.017 | -0.025 | 0.022 | -0.024 | -0.048 | 0.236 | 0.000 | 0.110 | 0.038 | 0.494 |
| number_vmail_messages | -0.020 | -0.006 | 0.020 | 0.019 | 1.000 | 0.003 | 0.000 | 0.004 | 0.015 | 0.005 | 0.016 | 0.006 | 0.018 | 0.007 | 0.011 | -0.007 | 0.012 | -0.021 | 0.030 | 0.020 | 0.025 | 0.999 | 0.095 |
| total_day_minutes | -0.006 | 0.005 | -0.087 | -0.071 | 0.003 | 1.000 | 0.001 | 0.990 | -0.012 | 0.022 | -0.011 | 0.005 | -0.007 | 0.004 | -0.020 | -0.005 | -0.022 | -0.008 | 0.140 | 0.059 | 0.064 | 0.045 | 0.356 |
| total_day_calls | 0.024 | -0.001 | 0.009 | 0.002 | 0.000 | 0.001 | 1.000 | 0.004 | 0.019 | -0.010 | 0.020 | -0.004 | 0.007 | -0.002 | -0.003 | 0.001 | -0.002 | -0.010 | 0.005 | 0.038 | 0.042 | 0.046 | 0.039 |
| total_day_charge | -0.007 | 0.003 | -0.087 | -0.069 | 0.004 | 0.990 | 0.004 | 1.000 | -0.012 | 0.022 | -0.011 | 0.005 | -0.006 | 0.003 | -0.021 | -0.006 | -0.023 | -0.006 | 0.140 | 0.059 | 0.064 | 0.049 | 0.357 |
| total_eve_minutes | -0.018 | 0.009 | -0.034 | -0.050 | 0.015 | -0.012 | 0.019 | -0.012 | 1.000 | 0.000 | 0.987 | -0.017 | 0.012 | -0.017 | 0.010 | 0.025 | 0.011 | -0.005 | 0.033 | 0.035 | 0.033 | 0.026 | 0.079 |
| total_eve_calls | 0.000 | -0.000 | 0.002 | 0.024 | 0.005 | 0.022 | -0.010 | 0.022 | 0.000 | 1.000 | 0.000 | 0.023 | -0.001 | 0.023 | -0.028 | 0.006 | -0.027 | 0.015 | 0.000 | 0.016 | 0.012 | 0.020 | 0.037 |
| total_eve_charge | -0.019 | 0.010 | -0.034 | -0.049 | 0.016 | -0.011 | 0.020 | -0.011 | 0.987 | 0.000 | 1.000 | -0.014 | 0.012 | -0.014 | 0.010 | 0.023 | 0.010 | -0.004 | 0.029 | 0.036 | 0.034 | 0.031 | 0.079 |
| total_night_minutes | -0.001 | 0.005 | -0.018 | -0.019 | 0.006 | 0.005 | -0.004 | 0.005 | -0.017 | 0.023 | -0.014 | 1.000 | -0.014 | 0.986 | 0.006 | -0.005 | 0.004 | 0.001 | 0.025 | 0.039 | 0.027 | 0.034 | 0.054 |
| total_night_calls | 0.014 | -0.014 | 0.006 | -0.003 | 0.018 | -0.007 | 0.007 | -0.006 | 0.012 | -0.001 | 0.012 | -0.014 | 1.000 | -0.014 | 0.010 | 0.009 | 0.010 | 0.004 | 0.000 | 0.037 | 0.029 | 0.063 | 0.020 |
| total_night_charge | 0.001 | 0.003 | -0.018 | -0.017 | 0.007 | 0.004 | -0.002 | 0.003 | -0.017 | 0.023 | -0.014 | 0.986 | -0.014 | 1.000 | 0.005 | -0.003 | 0.002 | 0.003 | 0.031 | 0.039 | 0.038 | 0.027 | 0.059 |
| total_intl_minutes | 0.012 | -0.006 | -0.023 | -0.025 | 0.011 | -0.020 | -0.003 | -0.021 | 0.010 | -0.028 | 0.010 | 0.006 | 0.010 | 0.005 | 1.000 | 0.016 | 0.986 | -0.001 | 0.018 | 0.038 | 0.039 | 0.024 | 0.056 |
| total_intl_calls | 0.021 | -0.018 | 0.006 | 0.022 | -0.007 | -0.005 | 0.001 | -0.006 | 0.025 | 0.006 | 0.023 | -0.005 | 0.009 | -0.003 | 0.016 | 1.000 | 0.017 | -0.030 | 0.000 | 0.019 | 0.030 | 0.000 | 0.052 |
| total_intl_charge | 0.015 | -0.009 | -0.023 | -0.024 | 0.012 | -0.022 | -0.002 | -0.023 | 0.011 | -0.027 | 0.010 | 0.004 | 0.010 | 0.002 | 0.986 | 0.017 | 1.000 | -0.001 | 0.021 | 0.037 | 0.041 | 0.027 | 0.061 |
| number_customer_service_calls | -0.009 | 0.008 | -0.070 | -0.048 | -0.021 | -0.008 | -0.010 | -0.006 | -0.005 | 0.015 | -0.004 | 0.001 | 0.004 | 0.003 | -0.001 | -0.030 | -0.001 | 1.000 | 0.095 | 0.043 | 0.027 | 0.055 | 0.257 |
| promotions_offered | 0.025 | 0.018 | 0.333 | 0.236 | 0.030 | 0.140 | 0.005 | 0.140 | 0.033 | 0.000 | 0.029 | 0.025 | 0.000 | 0.031 | 0.018 | 0.000 | 0.021 | 0.095 | 1.000 | 0.000 | 0.136 | 0.044 | 0.495 |
| area_code | 0.045 | 0.012 | 0.009 | 0.000 | 0.020 | 0.059 | 0.038 | 0.059 | 0.035 | 0.016 | 0.036 | 0.039 | 0.037 | 0.039 | 0.038 | 0.019 | 0.037 | 0.043 | 0.000 | 1.000 | 0.023 | 0.015 | 0.008 |
| international_plan | 0.035 | 0.019 | 0.118 | 0.110 | 0.025 | 0.064 | 0.042 | 0.064 | 0.033 | 0.012 | 0.034 | 0.027 | 0.029 | 0.038 | 0.039 | 0.030 | 0.041 | 0.027 | 0.136 | 0.023 | 1.000 | 0.000 | 0.211 |
| voice_mail_plan | 0.021 | 0.000 | 0.045 | 0.038 | 0.999 | 0.045 | 0.046 | 0.049 | 0.026 | 0.020 | 0.031 | 0.034 | 0.063 | 0.027 | 0.024 | 0.000 | 0.027 | 0.055 | 0.044 | 0.015 | 0.000 | 1.000 | 0.089 |
| churn | 0.031 | 0.000 | 0.519 | 0.494 | 0.095 | 0.356 | 0.039 | 0.357 | 0.079 | 0.037 | 0.079 | 0.054 | 0.020 | 0.059 | 0.056 | 0.052 | 0.061 | 0.257 | 0.495 | 0.008 | 0.211 | 0.089 | 1.000 |
| state_code | tenure | contract_length | promotions_offered | remaining_term | last_nps_rating | area_code | international_plan | voice_mail_plan | number_vmail_messages | total_day_minutes | total_day_calls | total_day_charge | total_eve_minutes | total_eve_calls | total_eve_charge | total_night_minutes | total_night_calls | total_night_charge | total_intl_minutes | total_intl_calls | total_intl_charge | number_customer_service_calls | churn | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| id | ||||||||||||||||||||||||
| 16692 | TN | 100 | 18.0 | No | 23.0 | 9.0 | area_code_510 | no | no | 2 | 117.264910 | 80 | 20.265147 | 226.325604 | 139 | 18.927987 | 217.002619 | 70 | 9.332900 | 8.308312 | 9 | 2.208759 | 2 | no |
| 6970 | DE | 92 | 15.0 | No | 7.0 | 7.0 | area_code_510 | no | no | 0 | 216.213923 | 106 | 36.586609 | 190.880950 | 124 | 16.126664 | 224.264014 | 89 | 10.263007 | 8.238645 | 2 | 2.168779 | 1 | yes |
| 9747 | AZ | 62 | 10.0 | No | 18.0 | 10.0 | area_code_415 | no | yes | 20 | 170.459335 | 127 | 27.000064 | 235.124965 | 109 | 20.911572 | 123.234534 | 87 | 5.731597 | 11.084169 | 5 | 3.153671 | 0 | no |
| 16099 | KY | 143 | 12.0 | No | 12.0 | 6.0 | area_code_408 | no | no | 1 | 131.681970 | 120 | 23.501980 | 205.219041 | 91 | 17.844030 | 215.835004 | 91 | 9.407576 | 19.981388 | 4 | 5.242569 | 0 | no |
| 8833 | HI | 123 | 19.0 | No | 23.0 | 7.0 | area_code_510 | no | no | 0 | 139.788135 | 105 | 23.576148 | 153.221244 | 103 | 12.536175 | 246.694873 | 130 | 10.800377 | 11.670808 | 9 | 3.205746 | 2 | no |
| 17100 | KY | 170 | 9.0 | No | 23.0 | 2.0 | area_code_408 | no | no | 1 | 124.422926 | 73 | 23.873562 | 83.134604 | 104 | 6.240429 | 218.047766 | 121 | 10.088341 | 11.005512 | 6 | 3.216524 | 1 | no |
| 2572 | ND | 98 | 11.0 | No | 19.0 | 6.0 | area_code_415 | no | no | 2 | 112.801222 | 137 | 20.025215 | 231.954948 | 110 | 18.330410 | 277.829739 | 119 | 12.614377 | 10.858467 | 6 | 2.854698 | 1 | no |
| 3584 | NM | 182 | 10.0 | No | 3.0 | 3.0 | area_code_408 | no | yes | 30 | 178.790183 | 95 | 30.295836 | 292.080911 | 97 | 25.563228 | 166.094867 | 118 | 7.515159 | 15.583557 | 1 | 4.285075 | 3 | no |
| 5247 | NV | 95 | 21.0 | No | 20.0 | 2.0 | area_code_415 | no | no | 1 | 202.056890 | 147 | 34.388799 | 234.072666 | 116 | 20.509642 | 195.362072 | 67 | 8.378956 | 10.664819 | 4 | 2.889718 | 1 | no |
| 2164 | IN | 123 | 15.0 | Yes | 1.0 | 6.0 | area_code_408 | no | no | 2 | 173.751720 | 98 | 27.988625 | 163.414520 | 109 | 14.598007 | 241.622796 | 76 | 11.310403 | 11.422026 | 2 | 3.070523 | 1 | no |
| state_code | tenure | contract_length | promotions_offered | remaining_term | last_nps_rating | area_code | international_plan | voice_mail_plan | number_vmail_messages | total_day_minutes | total_day_calls | total_day_charge | total_eve_minutes | total_eve_calls | total_eve_charge | total_night_minutes | total_night_calls | total_night_charge | total_intl_minutes | total_intl_calls | total_intl_charge | number_customer_service_calls | churn | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| id | ||||||||||||||||||||||||
| 13686 | IL | 124 | 24.0 | No | 4.0 | 7.0 | area_code_415 | no | no | 0 | 141.711633 | 96 | 25.763838 | 264.235369 | 95 | 22.153979 | 266.125990 | 100 | 12.298016 | 11.065096 | 4 | 3.213229 | 3 | no |
| 7962 | WV | 38 | 13.0 | No | 24.0 | 10.0 | area_code_408 | no | no | 1 | 234.168706 | 121 | 39.105097 | 195.530528 | 127 | 16.407778 | 120.363876 | 104 | 5.695577 | 9.805371 | 4 | 2.630421 | 1 | no |
| 8060 | VT | 155 | 11.0 | No | 17.0 | 6.0 | area_code_510 | no | no | 1 | 165.641045 | 71 | 27.494460 | 215.369627 | 47 | 18.039833 | 168.392906 | 89 | 7.724314 | 5.327699 | 2 | 1.484401 | 3 | no |
| 7916 | OR | 160 | 14.0 | No | 23.0 | 2.0 | area_code_510 | no | no | 1 | 106.809259 | 94 | 20.182872 | 213.036436 | 101 | 17.526924 | 271.826731 | 108 | 11.814288 | 12.040602 | 5 | 3.503969 | 0 | no |
| 1182 | MO | 108 | 15.0 | No | 6.0 | 2.0 | area_code_415 | no | yes | 41 | 87.825722 | 70 | 12.116359 | 183.462224 | 103 | 16.537779 | 235.390600 | 117 | 10.564099 | 4.545567 | 5 | 1.288634 | 2 | no |
| 8222 | MS | 145 | 10.0 | No | 5.0 | 6.0 | area_code_510 | no | no | 1 | 145.325677 | 118 | 26.130730 | 195.327913 | 87 | 16.510144 | 177.148800 | 88 | 7.970189 | 10.761491 | 5 | 2.836673 | 1 | no |
| 9449 | AL | 30 | NaN | NaN | NaN | NaN | area_code_510 | no | no | 0 | 240.984307 | 83 | 39.239845 | 189.881009 | 88 | 16.329474 | 155.550342 | 55 | 6.548421 | 6.774797 | 2 | 1.885143 | 0 | NaN |
| 8471 | OH | 165 | 15.0 | No | 16.0 | 10.0 | area_code_510 | no | no | 2 | 163.462889 | 99 | 27.203479 | 198.727605 | 127 | 18.274905 | 198.142324 | 125 | 9.672272 | 8.795677 | 9 | 2.190617 | 1 | no |
| 17048 | PA | 151 | 18.0 | No | 3.0 | 9.0 | area_code_415 | no | no | 2 | 184.005960 | 81 | 32.250304 | 211.700386 | 125 | 17.824783 | 231.717911 | 88 | 9.817061 | 10.535620 | 5 | 2.762639 | 2 | no |
| 1318 | IL | 107 | 24.0 | No | 10.0 | 1.0 | area_code_510 | no | no | 2 | 138.357542 | 69 | 23.550859 | 158.449422 | 97 | 13.436846 | 252.617171 | 97 | 11.073645 | 13.590449 | 5 | 3.562098 | 0 | no |